The AI Collaboration Index (ACI) gives developers, recruiters, hiring managers, and enterprises a common language for AI effectiveness and fluency.
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// ACI: mean 100, std dev 15//// If you can't measure it, you can't improve it.
Measure your AI collaboration skills. Improve over time. Stand out to employers.
Objective candidate signal. Independent standard. Compare with confidence.
Maximize ROI on AI tooling. Set benchmarks. Drive continuous improvement.
// good for developers, hiring, enterprise//// solves: you get what you measure//// solves: no way to measure ROI on AI spend
Run the script locally. Your data stays private. Get your estimated ACI Score straight away in your terminal. Share with us to get your verified score and full report. For on-premise solutions, Contact Us.
$ node aci-score.js ~/.claude/projects/my-project/ ╔══════════════════════════════════════════════════════════════╗ ║ AI COLLABORATION INDEX (ACI) - Estimate ║ ║ Calculated: Jan 21, 2026 ║ ║ Report ID: 7xK9-m2Pq-4R8t-W5nZ-cXv4-aB3y ║ ╚══════════════════════════════════════════════════════════════╝ ACI SCORE (estimate) 118 ███████████░░░░░ Velocity 122 ████████████░░░░ Accuracy 92 ██████░░░░░░░░░░ Integration 124 ████████████░░░░ Literacy 112 █████████░░░░░░░ ────────────────────────────────────────────────────────────── RAW METRICS ────────────────────────────────────────────────────────────── Sessions: 47 Date range: Dec 15 – Jan 20, 2026 Active hours: 38.4 Edit-to-Write: 4.2:1 Steering frequency: 6.1% Concurrency: 2.3x Deploy frequency: 5.4/day ══════════════════════════════════════════════════════════════ Verified Score and full report with AI-powered analysis available. Upload Zip file now for full report? [Y] Yes, upload to acimetrics.com [N] No, maybe later Press Y or N: _
// runs locally, no data leaves your machine//// send zip file to ACI Metrics for full report
The ACI Score incorporates four dimensions each with their own subtests and scores:
How fast do you code, commit and ship?
How often are you right the first time?
How embedded is AI in your workflow?
How effective is your collaboration style?
We measure each dimension in three passes, combining deterministic analysis with AI interpretation:
Proprietary parsing scripts extract structured data from raw transcripts, git logs, and deploy records. Deterministic, reproducible, fast.
Your metrics compared against our normed population. This turns raw numbers into percentiles and enables IQ-style scoring.
Our standardized AI workflows, agents and prompts add context: content complexity, task lifecycle detection, improvement work-ons, archetype matching.
To give it a try, follow this workflow:
// download → run → score → send → report → share
The full report is available when you share the Zip file generated by the script you run locally. In addition to the verified score, the AI-assisted analysis provides the following reports.
Your collaboration style in 3-5 bullets. Clear characterization for self-awareness or sharing with employers.
What's driving each score. Where you excel, where you're leaving performance on the table.
Behavioral signatures identified: parallel orchestration, visual verification, terse steering, flow states.
Every task scored for complexity. Performance adjusted for difficulty. See how you handle routine fixes vs. novel implementations.
Your MBTI-style profile matching. Are you an Orchestrator, Refiner, Sprinter, or Explorer?
Personalized coaching recommendations. Concrete actions to improve each pillar based on your patterns.
// Verified score and full report available when you share your Zip file
// let's get going